Okay, so, I’ve been messing around with NBA stats lately, and let me tell you, it’s been a wild ride. I wanted to share my experience because, man, it’s not as straightforward as you might think.

I started off all excited, thinking I could just grab the stats and do some cool analysis. I was trying to build something that would track stats in real time, you know? I figured, how hard could it be? The NBA is huge, so there must be tons of data out there. I started to do some real-time NBA data collection, and I was thinking to use some third-party tools.
I quickly found out that the official stats can change. Yeah, you heard that right. It’s like, you think you’ve got it all figured out, and then bam! They update the stats, and your whole setup is suddenly off.
So, the first thing I did was try to understand why these corrections happen. I mean, what the hell was the official stat based on? I guess the NBA has people reviewing the games, and sometimes they catch stuff that was missed during the live action. A rebound here, an assist there, maybe even a block that was counted wrong. It all adds up.
My initial plan was to just scrape the data from some popular sports sites. I wrote a few scripts, got everything running, and thought I was golden. That’s when I noticed the discrepancies. Some sites would update quickly, others would lag. I had to figure out a way to get the most accurate data, and fast. I learned that the NBA can issue some corrections to fix these errors, so the stats should be updated in several days.
I started digging deeper and found out that the NBA actually has an official way of handling these corrections. They issue them, like, a couple of times a week. I read somewhere that they issued two corrections in a single week. That’s a lot if you ask me! That is to say, I cannot rely too much on these unofficial stats anymore.

Now, I had to change my whole approach. I decided to wait for these official corrections before doing my analysis. It meant I couldn’t have things in super real-time, but at least I knew the data was solid. I set up my system to pull the data after the corrections were issued, usually on Mondays. So I decide to only use the official data.
It’s a bit of a pain, to be honest. You have to be patient and wait for the updates. But in the end, it’s worth it. I learned a good lesson: always rely on official sources and account for corrections, no matter what type of data you are dealing with.
So, that’s my story. It wasn’t easy, but I’m glad I went through it. Now I’ve got a much better system, and I can trust the numbers I’m working with. I am sure my system will work great after I made these changes to it. Hope this helps someone out there who’s trying to do something similar!